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predictive-modeling

Saturnet is a modular, AI-driven astronomy intelligence system that transforms the night sky into real-time, interactive knowledge. It identifies stars, planets, satellites, and space stations while providing live AI narration, predictive sky modeling, anomaly detection, and deep time simulation. Built as an extensible AGPL-3.0+ platform, Saturnet combines visualization, multi-agent AI reasoning, and a plugin ecosystem to help users understand and explore everything happening above Earth.

HarmonyFlow is an open-source AI designed to guide users toward win/win decisions that benefit humanity. It ensures transparency, equitable outcomes, and adherence to U.S. law and the Constitution, while providing ethical reasoning, predictive modeling, and smart-contract integration for fair and sustainable progress.

Gene-wise Prior Bayesian Group Factor Analysis Model extends a previously developed Bayesian formulation of the Group Factor Analysis Model by integrating a feature-wise prior to enable transfer of information over shared features across multiple views.